Event-Adapted Video Super-Resolution

Z **ao, D Kai, Y Zhang, ZJ Zha, X Sun… - European Conference on …, 2024 - Springer
Introducing event cameras into video super-resolution (VSR) shows great promise. In
practice, however, integrating event data as a new modality necessitates a laborious model …

Event-based Motion Deblurring via Multi-Temporal Granularity Fusion

X Lin, H Ren, Y Huang, Z Liu, Y Zhou, H Fu… - arxiv preprint arxiv …, 2024 - arxiv.org
Conventional frame-based cameras inevitably produce blurry effects due to motion
occurring during the exposure time. Event camera, a bio-inspired sensor offering continuous …

Efficiently Exploiting Spatially Variant Knowledge for Video Deblurring

Q Xu, X Hu, D Luo, Y Tai, C Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Video deblurring is a challenging task as the blur is often spatially variant. Existing methods
mainly engage in building the spatial-temporal correspondence among the frames. As one …

An event-based motion scene feature extraction framework

Z Liu, J Wu, G Shi, W Yang, J Ma - Pattern Recognition, 2025 - Elsevier
Integral cameras cause motion blur during relative object displacement, leading to degraded
image aesthetics and reduced performance of image-based algorithms. Event cameras …

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring

X Lin, Y Huang, H Ren, Z Liu, Y Zhou, H Fu… - arxiv preprint arxiv …, 2025 - arxiv.org
Motion deblurring addresses the challenge of image blur caused by camera or scene
movement. Event cameras provide motion information that is encoded in the asynchronous …